{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Labelme转mask-单张图像\n",
    "\n",
    "同济子豪兄 2023-6-6"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import json\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 载入图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_path = 'uk1.jpeg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_bgr = cv2.imread(img_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1500, 2250, 3)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_bgr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img_bgr[:,:,::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 创建空白图像\n",
    "\n",
    "0-背景"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_mask = np.zeros(img_bgr.shape[:2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       ...,\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.]])"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img_mask)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 载入该图像labelme格式的json标注文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "labelme_json_path = 'uk1.json'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(labelme_json_path, 'r', encoding='utf-8') as f:\n",
    "    labelme = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['version', 'flags', 'shapes', 'imagePath', 'imageData', 'imageHeight', 'imageWidth'])"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labelme.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 元数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'5.3.0a0'"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labelme['version']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'uk1.jpeg'"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 图像文件名\n",
    "labelme['imagePath']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1500"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 图像高度\n",
    "labelme['imageHeight']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2250"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 图像宽度\n",
    "labelme['imageWidth']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 该图中的所有标注信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "# labelme['shapes']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "car polygon\n",
      "car polygon\n",
      "bus polygon\n",
      "car polygon\n",
      "car polygon\n",
      "bus polygon\n",
      "building polygon\n",
      "building polygon\n",
      "tower polygon\n",
      "sky polygon\n",
      "tree polygon\n",
      "person polygon\n",
      "person polygon\n",
      "person polygon\n",
      "person polygon\n",
      "person polygon\n",
      "person polygon\n",
      "road polygon\n",
      "lane line\n",
      "lane line\n",
      "lane line\n",
      "lane line\n",
      "lane line\n",
      "lane line\n",
      "lane line\n",
      "sign linestrip\n",
      "sign linestrip\n",
      "sign linestrip\n",
      "building polygon\n",
      "clock circle\n",
      "clock circle\n",
      "fence polygon\n",
      "fence polygon\n",
      "fence polygon\n",
      "fence polygon\n",
      "wall polygon\n"
     ]
    }
   ],
   "source": [
    "for each in labelme['shapes']:\n",
    "    print(each['label'], each['shape_type'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 每个类别的信息及画mask的顺序（按照由大到小，由粗到精的顺序）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0-背景，从 1 开始\n",
    "class_info = [\n",
    "    {'label':'sky', 'type':'polygon', 'color':1},                    # polygon 多段线\n",
    "    {'label':'road', 'type':'polygon', 'color':2},\n",
    "    {'label':'building', 'type':'polygon', 'color':3},\n",
    "    {'label':'tower','type':'polygon','color':4},\n",
    "    {'label':'bus','type':'polygon','color':5},\n",
    "    {'label':'car','type':'polygon','color':6},\n",
    "    {'label':'tree','type':'polygon','color':7},\n",
    "    {'label':'fence','type':'polygon','color':8},\n",
    "    {'label':'wall','type':'polygon','color':9},\n",
    "    {'label':'person','type':'polygon','color':10},\n",
    "    {'label':'clock', 'type':'circle', 'color':11, 'thickness':-1},   # circle 圆形，-1表示填充\n",
    "    {'label':'lane', 'type':'line', 'color':12, 'thickness':5},       # line 两点线段，填充线宽\n",
    "    {'label':'sign', 'type':'linestrip', 'color':13, 'thickness':3}   # linestrip 多段线，填充线宽\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 按顺序将mask绘制在空白图上"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "for one_class in class_info: # 按顺序遍历每一个类别\n",
    "    for each in labelme['shapes']: # 遍历所有标注，找到属于当前类别的标注\n",
    "        if each['label'] == one_class['label']:\n",
    "            if one_class['type'] == 'polygon': # polygon 多段线标注\n",
    "                \n",
    "                # 获取点的坐标\n",
    "                points = [np.array(each['points'], dtype=np.int32).reshape((-1, 1, 2))]\n",
    "                \n",
    "                # 在空白图上画 mask（闭合区域）\n",
    "                img_mask = cv2.fillPoly(img_mask, points, color=one_class['color'])\n",
    "                \n",
    "            elif one_class['type'] == 'line' or one_class['type'] == 'linestrip': # line 或者 linestrip 线段标注\n",
    "                \n",
    "                # 获取点的坐标\n",
    "                points = [np.array(each['points'], dtype=np.int32).reshape((-1, 1, 2))]\n",
    "                \n",
    "                # 在空白图上画 mask（非闭合区域）\n",
    "                img_mask = cv2.polylines(img_mask, points, isClosed=False, color=one_class['color'], thickness=one_class['thickness']) \n",
    "            \n",
    "            elif one_class['type'] == 'circle': # circle 圆形标注\n",
    "                \n",
    "                points = np.array(each['points'], dtype=np.int32)\n",
    "                \n",
    "                center_x, center_y = points[0][0], points[0][1] # 圆心点坐标\n",
    "                \n",
    "                edge_x, edge_y = points[1][0], points[1][1]     # 圆周点坐标\n",
    "                \n",
    "                radius = np.linalg.norm(np.array([center_x, center_y] - np.array([edge_x, edge_y]))).astype('uint32') # 半径\n",
    "                \n",
    "                img_mask = cv2.circle(img_mask, (center_x, center_y), radius, one_class['color'], one_class['thickness'])\n",
    "            \n",
    "            else:\n",
    "                print('未知标注类型', one_class['type'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img_mask)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 保存mask标注图像（必须是png格式）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1500, 2250)"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_mask.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask_path = img_path.split('.')[0] + '.png'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv2.imwrite(mask_path, img_mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 载入mask标注图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask_img = cv2.imread('uk1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1500, 2250, 3)"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mask_img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13],\n",
       "      dtype=uint8)"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(mask_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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b4PnzCnRtFRor2m6ZrthqKUYlFVa6/ib2JSGdon6oi3pXBl3GaAizFv4t+9Bw5w7mJCRg22ijsW3ZosaVyDDa6dmiU9j2qvzpiaBvFiIE3S2EWWtBq3wh/BaX4HDfmgZDEhKaARGB0Gzb9JFqRX78XVFxMUbSaeziylyx6xJ0ESmJyF+KyKsi8oqIvFlE2kXkURF5I/6/LV5XROT3ROS4iDwvInevZ9/NjmZSeK2rDD0S8NpSBH3tiagn7ExE0CDA2qbxfWMLrCOOu1mRfC6qU7MM67XQfxd4RFVvBu4AXgF+DfiKqh4BvhK/B3gQOBL/fRj4yDr33byIEHYWUWcNoizQ6MigmbXFoSYkbCtx+drtcrkg7M6xKGtlg71rFnQRaQXeAXwMQFU9VR0DHgI+Hq/2ceCH49cPAZ/QiMeAkoj0rnX/zcyarPOZCGhm91kZCdcJxmxfgS4B0qnd40OfgdjLy/V6LPSDwFXg/xGRZ0Tkj0QkD/So6qV4nctAT/y6Hzg34/Pn47bZnRb5sIg8KSJPembtNQ22jfVY59PbAHXtHZ3ttm5cBy3kds2EBdcTUfr/NhboyqZ3dj2XxdhMC50ohv1u4COqehdQ4Zp7BQCNYodW9cuq6kdV9V5VvTdlZdfRvW3CddZnnceYrHPdVmI0na3UbuymekNbVCLBTdIldhSWYNe2sZ6La+/4xKKF2FSXC5GFfV5VH4/f/yWRwF+ZcqXE/w/Gyy8Ae2d8fiBu2z0YQ1gqrM86jwmzDur516WVHhTTGFeiQeJWF1PIbXeXElaDbW+fDx0Ic+7utNBXYNisWdBV9TJwTkRuipveDbwMPAx8MG77IPC5+PXDwM/G0S4PAOMzXDM7H2NQY/C6NuapIkxZSMq9/qx0EdRJ3Cw7GsvGqWxftqi6u/T8WUGUy3qfZf8J8KcikgJOAj9HdJP4tIj8PHAG+PF43c8D7weOA9V43V2DVqrogb7IstwIBKSlSHj+EnYqdf34kkVQOwnZ3NFYsq1Pln7OwTYa9WE3XTeWROHMS7iT1iXoqvoscO8Ci969wLoK/OJ69tdUhGGU1RkEqOchtk1jT2Hjti9gWvPoKQ8zMYm4zrVBEZFZAyQyFbM+9X+zncQpF3UdNJdG/BAZm1x8XdV5gm5VduDg+HWMWBZWdfueLHerQSAryE1JRptWgVZrSCaNGgONBlpvoKFBwxDr2JGNs85jgmIa23EwlWVK604LuoVYM/oQi75M3QAsK3ptRe8lk9nQ/i6G3xeXCxZIX63jjC2+rtbrUejZdANouRqFbO2SokvXBdtYwiJMx+f4bhsYFUFse8mqrImgrxANAszkJOGxA/gFB1GQwCAKVmDwsht/KP2iA2++DWeygTVWRscnMeUK6s+xfqZOXA3RmddR/MMrYOVycLAfvyWDO1KFq6PRDSq3yZFEIhj3WvkDdRcXZa3Xo9rw1pwbowlR30Py+XX1g5RL2JpHwhA5d2Xzv/v1imUhcYEu3QZjWW1ZkTW747AskKWfvhNBXyFarSHZbFT+1opEUuNA/3CzSuII0RR1LQ705UF7sBsGp+pjj9eQ0QnMxCSmVlvcGhHB6e+jcaSHIBtVe/RbW2F/K04txK762GNVZJ1uDa1UwE1FWXqzFuisWjaLXuDGYMYnsPt7Z9e+keg7mFodex2Cri15avtap6vx5QKDDo+tqpJdwipQRcx899lWYBzAdVHVlZZRmvHh2CJqNrdljNgWusR4c3I2r4QwxFSqOP292+efk+gvzFqE2TR0pEFLWIFiV4MZVvxEZMUHAVaxiN64j0p3bn48kwVB3ibI26RsC3eysuaTWCsVwrFx7I52wJ23TGdYS1Zg0Hp9nrvHlCtIKkXj0JzJPwC62tHhETQI1izAalmRmMu195QrSKl1TdtLWIYgRAywDV4ytUBWky1qDBqE4HvQvwe1BWuiGrmNmi1seBm3YyLoKyByBYSY9uKKKyduCRKVCzWtLn6rC/0FxOzB8iIrvlFwMakVVHu0BDM+gdVSXJmfOp1Cs2nwfLg6TDg2HrX7AczQaQ0C1A9mxeWrRPuyXXd6XxoE0Uznt90UPUXM+Y71va1kLhSjp6Q1TgAi/ny/o6lWkUI+sdI3A2MiQd8GdGrMKAiYa2BME4u41utovYHd0cbVHzjK0F0KjmKX20iNCbkrSvGsR/bkMDS2P4R4ueSi5ExeDmMwlRpYNkHL1gwirhkBtWdY8StELcHUaqgfYHe0LSvqYVueek8OyzOkz128tp0wnHXv0MlyVB97hk9cU9EUYWayHNV5BjR2tVT25Ba8+RhXMDfugxfeWFMomhkbR/LZWdsWz48iatZ6k1gmfOy6RxUJle2wgNQCyWbQ8TnRVMagvo/W6mijET3F5nI03n0HF97p4LddS0YKWkOCVqjuh6F7bfJn+xj48gT2pZEt/jZzSAR9fajnob6HVSzi5XZ3lIX6HuHwKFZ7aUmrVW0rfjqwkGwW6vVowYzsPPV8TK2G09c77beG6OYhlkTWcTYTXfipFLUj3UumudW7suQ7O6LJE1ZaHtWYaIyhUsGeM0gmQdRXU6li5XMrejLRljwmn8akHVQgdfpqIupLYPvKdqUXqeuAmtki7vloEPdILKw7j3L2wRLVfQHIEpmlFlQOBBz/iSJtLxfJjBmcmsGuh7hjdayh8a07D5Yp0JUI+jJoJZrPz2ov7dr4VpOysB0X9aObV3h1GLujff4AZ8x0JqfEdZpHR6P2GaFqWqlgZbM0juyZZaQFWZvUgb2Ex09hxicR28LceSMmvYzVbYF3qAfn6denbwJLWurGYEbHMFM3m7mRM9PrReMj1nJWugheTzGaRhCwfEUr1SRSZjFEkG2c81zzGfRUBcoVEIvw/qMM3puLBkwB40KtN0RTK+9kWAwZun/qnYBxsOot9H6rSOuTFyHYgnIDiYW+dtTzMY0GAGF7S3P5zzcTExIOj2C3l+ZZw1qvX6vTIaDFa3VWNAyv+SY9D+68OYoKmolA7YYOUp3FyPXiWHillRUz84sOzg174dwVzPhEFEufTiGuO1vc54i5uCn8ztlJX+pc69eKrPQ5FphaEiWXLTDAmxBhe9s0KkpkdGgQ4Bw6wIUf7GPiphC1N/gOY4HJGS5+r9BoHaD765c23c8uMpUtuvDyRNCXQKvVyBp0HILW3VufXIX5FuyUqHe0T4u61uuY8QnMjFhyk59xXDSqZ6OVCtaBvVS7swveBNURGh1rOJ4CtYEi9Bej8M2yhz1WhUotKmRmRfHH4egYGt+IAawjB6gXZ5/qfm8L9pl0tJ4JI196cZFM39h1Y/ndTAnUVPilmShfX6UZVoplxT707SHMu1iWzdkf7aN8aHMfFdRWht4U0ij1MfCFq8jEMomA6yFOLmKRAedE0BcjDDHV2N2SyxFmdq//XB0LSaVmiWC0QCNRL5XAEsKRUeyOdhr5a6dNmHexHSfKXlOFRgPJ56kf6ticJ5pZ4ZsZ6MqAEkX21ELs8Tq2SByfX8fuaKe2r3VeX/y8g7t/gPD1E9H3KFdwctl5VroGAWZsfNEiaep7aK22fNKTMWgxH0XbeNtXuGorsWsBsD0zbxnHwnYdgq0q1CkweWPA6XwX+z6fwr48uupNrCgsd5nkokTQF0Gr15J1pL00a2DvumAqikOVMPaRi+MQ3DiAztA8P+/AA8dwJupYo2XU8/Bv7t/wMghL9xVM2sJLW1ByYV8RCRWnEhCk7Fn9nfmZ+r4S6UtFzOTkgla6NhqRmAfB/DleBchmYGKCcKKMk8ks6bLRIKSxt4QKZE8MXR+ivo3jxWHGIpVKEaa3thO1/oCTP9bCvkfSpI9fWfFgqVYqmHIFu7NjWT/5UjMXXW8ytTKMmbbOAcK2Jos/32BUmGUZWJkM9i1H5q1nHdo/398t4Le61PYWqdzWS/Xu/ZHIbycSuXX8Vpcwu/gpbtIWenjftFiH5cp0pI5Wa4RxMhNE8b9z69xPH7N4YHUxtNFAchnCtHVdlQa26ts3KmpciYRvG65bvxRy6qEUE28aWJErTj2fcHxi+mlwWZYQ/Ovn7FoF6nnTF7KVz+O37/JBLwEp5K/VW77xAPW+YlT/JcYutVLfV1r6AhGiM2oH3fwaPTnsmw9jt7REYwDVGmZiMnoqmWFdWUcOzr5RCQR7O6ePmSmXFy6aZAxmskzQ23YtS7V6fVSPlG0M6TSOIIXCllvo0/vPGi68G4a+Z+/SE1MYE4l4fKxMvb7s+bFUclHiclkAU44HNSwbPXqIcLmQup2OQPXoHpwDXTiTDep78qgF1p5uzMnTYNmEN+5bPrRwB6I2VA+VkH2tuOUAxmpY4+VoWa0WRUrsHaC6vzTvRtVoS5Pf20dw5lyUpDRZRtpKs9aZLmkQT0uoFlF0TDzWsCRTEQ22FYXE7bCYd/GCbSvQFbqCZlLbalyooww+ENIoDdD3xUGkPP8pzkxMziu2F45PYKfcxf3pS9wgEkGfg3r+9OCgffgA1a7MjrI414o6cq0QWIzfW0JOCeI6+IXtGdzaKtQRvJKLV3JBWxDTh90IsSs+tZbUwn54CxqHunCvXMXU61GyVC57LSrI8zHlMvYNB+blMITjE9gLFTOD6foh2tZCva8IlpA5OQyj45FLyOj0FGvTTwVGV5Tlu6WoRn707bh+hKhEhbXNN0ELxo8GeMVu9v/NGNbVselFWq8vXBrbhOj4BNLRvsg2E5fLitH4ANtdXdQOtl0XYr4YXouLffgg6nlkTg9v6yDXlhKXUAhyNo2uzJJPJkHWhsMHpt+byXIkyFOP0mLh75kdZSOFPKhiRkfRyTJmbBwzOkY4NEw4OER4dYjgylXUtTFpC+MKYXuBcGSUcGyccGICU6lgKpUohb3RiKJtlqiTvS34wbbNLWpswevKo05znLS1vQFnfrA0bV1rEBCOLu4vN/X6tBbNJRkUXSlhiKnVsDIZ/KMDGzLZ847GgurhDqzbbsJcHsSdbDLBaAYE6v2FKDpBJBJXLwplVN/Dbm0hKLiz1q/d2I3d2RFd1FPiXK3OFmY1hIVrsfpeewa7s3PpvjRZ5IyE21egC2F+Xf1tptYfMPam3ugGPjYOZunM0nB8IioeNnXTrtai6qVT2c8LkLhcZjA1GKG33LD9kRrNghUl82TSN5C6MIpf6ErMgDmoIzTuOIDV2IvlhYSWIKFiVz2Clsw8d41xhcbtB0g/F8X5L4SVTtOYUXlSbQgP7oGhoUV96abRwF4sOWo7MAYrhC1IiJ+HCtS6XbbvjrIAApffIrS+1I95+fXl19fFz4/FSFRrijhU0Tm4f9Gqf9ctAvWuDG7OwfYMYWaDFN2ASQtqCU4lRBTClDUrhl1Up+smbdfj+0oIM1Z8XGb6xBePjgqzFt7tB3C/21jQjyrFYlT6eAaNjgy5mw/D1RHCkbF5Fp76QXNNjGy2r+IigJeXpruOTdZw5qFO9p0+Pys0eqNYl6CLyL8AfoHIu/oC8HNAL/BJoAN4CvgZVfVEJA18ArgHGAZ+QlVPr2f/62YqisAY1POwOzuoHe5MLNCFEPALTpRybFj9MdLoz/YMTsXHHqkgkxWuvucg9Q5BNE5njjNBpzEgsY6nxpXc0O5x+wQ5G7n7RpynX58v6q2F+WJkRRE5HCiRf/4CwYWLs5ebEA1CJNUkJ7Aq1jal/8v23UeWpdYXYvV0YU6d2fBtr1nQRaQf+KfAUVWticingQ8A7wf+k6p+UkR+H/h54CPx/6OqelhEPgD8NvAT6/4GayTsbiMopTG2RKFVdmQpLhjNkDBNasLHqvrUe5d5ipkS8IbBnfSwRsswOo7W6ojjIO0lvBt7abRFVpROxbDPxbo2FttoF3JD4E4EUWEkO7Lm1W4+S2yl+C0Ocsdh7Kdfi6ZME0FSKcLOJao/WqClIlxYYFmjAYtUydxyVLG87RH04tkG1T3NGZll1S2oN5ZfcQ2s1+XiAFkR8YEccAn4XuCn4uUfB/4NkaA/FL8G+EvgP4uIqG5PcK3fntk418F1hIQGOX4Wq2NOyVuN3JV2I8SZ9LDGKjBehiBA8jnCnhL1I53UO2y8ohBmZNXlFNSCkZtcJHSxPcWpQqoS1aaWQLF8jauaRjfnedZ+k+KVUthvvRUV4pvT8scmaMks+NXU85rqK29Hga7iOY/UK+cZvOcwi1ax2ibEEw4+XCe4dHlTtr9mQVfVCyLyH4GzQA34EpGLZUxVp56LzwP98et+4Fz82UBExoncMkMztysiHwY+DJCxNnaARz0fnZzE6uzY/clCm4T4IWZyksy5cWoH2yIBn2hgj1agVgfbxpSK1A91UOvswSsKQUbQjRqtEVAHAkcIclDvtAE7KtAVgN1Q7Dq4VYNT10joQ43EsllFXli1cRFmHVw3NS8pxXg+VhP50e3G1gpqbiggc2qIsx88vOlVFleL+MK+Lxisbz67aftYj8uljcjqPgiMAX8BvG+9HVLVjwIfBWh1uzfk9q6NBmayPJ0wZPram++ibnZi94k1XiUE9PwlsmGI5tL47TkmbyhSLwlBNnZbbfXxlWjSAuMKfgHqcZlbMWD5YHmK3QC3FlnyYhQxzT3QuhRhxsK940ac4Ul0YjKaGHyqFHAT+dEl2GRBF6h1Rb+5Okqlz+Xi2/rw25pLzDHQ+w1IP/Lkpmb8rsdu+j7glKpeBRCRzwBvBUoi4sRW+gDXPH0XgL3AeRFxgFaiwdHNIZ56aqaQA9htbdTadm9t8w1DwQoUuxrgTNSRuo+mXPzeEvXb76fWZhHkJZoBpolvjmpBmIYwLfhFqMedFQNORSleaLILf6UI1Huy0J0F7cb2DKmhKub5V6PZ65vEj243Njdo0c8Llf3hdAKR17Gpu1szdsWm9cuvEm6yh3k9gn4WeEBEckQul3cDTwJfA36UKNLlg8Dn4vUfjt9/J17+1U3xn8cRK2aiPOtx1MrnkQMD1HsLScLQQswYxLQbUXq5ydjUu9I0DmfxC0KYoqnFezWoRezHlx1rpQPX6sNnLBpdOVKpFOr5yDJlYrYMs/EW+tRNOsgL1T3aNNmgS2FSGk1XOLr6OumrYT0+9MdF5C+Bp4EAeIbIVfI3wCdF5N/GbR+LP/Ix4E9E5DgwQhQRs3GsQMhNanvKaTYzKnIt1T1j4Wcdgqxg0uz6GvDGAacaEqasXRGqalwLq5CPpudrEj+6Vd+4Al1qQ6VP8EoGk1XUbn4hn8ZWNL/588+ua6hKVX8L+K05zSeB+xZYtw782Hr2tyDGoLVa5EMMQ8S2sXK5aEb5PV2JkM9ALSFMCWFaCNJCmIkjQpzdL94LIhCmLbLnJ6Op7Xb6OSIgxQI6PIIagzSBoGPMugt0iYJbMQwfs6n37kwXmdqK5jbf1bvzMkWnyonaNmpbSGigVIRcCs24hCmLMGU1b0TDFqGWYNxYuNNCkAGTan6f91ZT2eOQe2oE+neHoJtSHBnm+bDcdGZbQVygaz11VXJXfMYPutT37EwxB0DAa89uuuA2wS++OkypSKOvgJmZTLLTL8QNQiWKMmm0WlG0yfVqea8CryhIPoflm11R7z0opLDiImGS2/xH/OUQo9OZvmtl7HCKsWPBjr/Og5ydCPo0YQjpVCTmWzlfZbMTZ7k2Wiy8lkjQd/qJv5WoA97eNuxdIuhhzsFJp6NJrZvBjx6GWAGEawi6UQsq/UKtb+eLOcDEAYfsArkDG0nzn8FhGM3gPjaOP9CRiHmMBIo7EeC12Ezsd6jusQhyiZivhXJfGmuTw+u2CmMLUsijYYhuQoTJ6juka4sikmgAtNYf7ASVWhFjRwPGfuJuxN28kgTNfaiMIbgyiCmX4aaDeK3NEVu77RhID9YYvTFDud8iTMLq10W93YqifXYDAtJSjJJXmqE+usYlGVb7MQsanWZ3GSgWXHmLYfgf3IO13PSDa99F86LGgCrOgX3U+haoPnc9opC5WmPsaBGvlByQjSBMR/VUdsWMTAKmJZrc21Srkatym7GC1R9Y44K6u+EHmYMFQ/eFXP7QHZsi6k0t6AB2ZwfVG5NJFaZIjXnUu7JU9yQHZMMQaLTtnjKbQSE1PXtSODQ8K1N6y1mjhR6mZWfFma8GgbFjwaaIelOrglgW/q37kszOKRSc4Qrlvp0zlr1TkHB7KgNuBmHOwcrGES62DUEQzWWZTkX/b7F7yfJX78vflnpAW0ks6pPvO7ahm21qZdBsOpkKbiYKhGE0+JmwoYQpwQqUcBcYD8YRJJ/HaStRv7kX41qoxJM+qGJ7BrsWYE82kInK2tLzwzC6WawAWaWgW4Fi+Tv/d1gWgStvsrjx23s2rJxuU1vo6iRRGzOxGwbNZzDJ2PCmYNe339+8IQjQ1oJ3qIcwY0XWrhVZveoIQc6m0ZGmur+FsLt11ZufcuWs1D9v11eXEGT74DdLLZpNJiiFDH3/wQ17ampqQU+YjVP28DqT+U43A1HFqjZBVMgGYVpzy7sqBcJcalViop5PODKGBgGmsrI5McVf3Y0ydMFr2x3ur5UwdJdi33BgQ7aVCPoOwh6rUutKzPPNIHQFq755CR9bTVBwV5RuH9U5WpmgaxBgRkenJ6c25TIaLG99ixcgq/C6qCWYHVBBcaMwWcOl9/SCtf6B+UTQdwoGpOHRaE3M883AuCB1b3eELgJBxo6qSC6D2oLWG8v70cMQMzwyW8BV0XJl8c9Mf3aVPvRQsRvX13k+fkuI3HXzureTCPoOwfIN6kalbRM2B63WVmVJNjUWK7q6jS3ge4Qjo4tb22FIODq24HJTrS5rpUvDW1UsuoRgeVtznqcHbVpec5DG9kqhusrxnyziv+deZB1F1RJB3yG4ZZ+wvRANcCVsPAJ4/uZPmdZsCEg+Hw10Dl5FK3MsbmMwY+OLx7KropPlpfcRmnUX6NoMxBcOfG6CPb/7ODf/l6sU39jeiLqwYDj9kM3Qh96E3da2pm0kgt6MKNFk5RpbKw2DMzhBvXv7q+ftVsJUVJZ5qyc13nYENJeJXqsSjo1jRseiCBZjMOMTmHp9yU2YWg1dqsxAEKwquUjt6LzfbNqftdBnXgUTEr5+goE/fJGOp+xtdbuprQzfG3L6F2/Bvunwqj+fBHlvN1NzdzZC7IqPNVnHFNJMHClS67QwcciZdXNfUgp3s1HFrvn4LdfXZaHp2cWiTLWKeh6SSkXlA5bdgKKTk0hH+yKLddWuLHvpe8jaUbArFi3Hhe6HjxOaa3eOcGKCzk88jYR3M3RvuK3mbm0g4PX/sZMDf9OC/bWnV/y56+vM3U7iOTst32DXY/Eu15BqHcIQLeQIO4tMHOug3G/PizVPCnBtMrHL1qo0gB3wJBTP/xqmN2c2Lg2CFUWwTGHqdaTRQNILnKhhiFMzNFq21yJJDdsMfNUj/eJpwsGrC07YrI0GHX/6NKnJO7n0Lra1/EBYMFy+L0P/1yUqtrYCEkHfLDSaWV6MYnlmOv1ZLSHM2DQ6Uvi5IkE2qmFuUslkFNuJWiC5HFTry0+ZZqKsy+0cz7DrhtQTryN7e6ntbZkfcz5lEW/hOWUmy9gLCbptr7qErrUJkxOpDZmTQwRXBpder9Gg+NmnqPbcF02ssY24k6xYzCER9E1BQqh2Ofj5OCzMjrP0ruMp8ZoeAWwrGuBbRtDFKBIqam/fHTg1UsNMTsLLk2QHO/Bv3ovf4kb9VsheLOO3ZQnyy991ZIPqpmujEc2UtICo29UAWHkORWp84y1jvxQyfs8e8qfOLLuuBgF9f3OByYO9hPl1HJ+pr7GG615CITO2un0vK+gi8sfADwKDqnosbmsHPgUcAE4DP66qoyIiwO8C7weqwIdU9en4Mx8E/pd4s/9WVT++qp7uIIKcRb1TEot7B6K1OlaomCWScuxG9MTlbdcMRwrW5eFpIzwcGsZ+fBL3yAFqe1uiAcjjZ7HuOAzLCbqCjC8TpbIKzPgkdqc7e6Yko1irjB7KXw4YDq0NdXmkrzi0fP01VjreGpw6Q8/jvVx65yorPxpwJ2yKJ6HjhSqNzjSDdznznuhEwaks/DTiTihdT43DqydZzZFbiYX+34D/DHxiRtuvAV9R1f8gIr8Wv/9XwIPAkfjvfuAjwP3xDeC3gHuJ7llPicjDqjq6ir7uGGodViLmOwyVaHBQPS+aX9RdXAgt30Tp7OqSGvejiVe28MnLrhvC4dmXjvoe4cuvkx3sQLJZjCpBboUP4O7GPair70UDqplMlKykCkGAPVLBCnNR3PsS2L6SHgvJfvNVujtu5cpbFbtikR6x8AtKmFEkFLqfUnJXPBoll3rJwmsV/DyEOSXIKprSSITj3YknHPjv41ENmlVQ/OzTFM7ezIV3Fqh3Gey6RK7UQHDjCM/UhGL50ZN5ZjQkM1jDfv0s4dg4ABlg/yMLz1Kkgb+oS2UtzwXL/pKq+g0ROTCn+SHgXfHrjwNfJxL0h4BPqKoCj4lISUR643UfVdURABF5FHgf8Odr6HNTE2Qt/ELiV9lxCGg2hQYBVj2E3BKC7oVIw8cK0jivniW88yBhZuvu4O54fdF5KacEy8rlYAWp/wA0NrbkgRmfQCpRwpGGYSRYY2N0TFao3dpPdY87Ley2r7gVQ2bIw7kyDkMjhBNljAlp+8zz+Pk76Hq6DM+8gqRSSD4PlhDGfvBc/IcIYtvX1mktYEp5/NY0jZKDUzXosy+v+ruo78FjzzPwTBqrkEdr9elSCdODxkZBI/mVdBqJb5B2aU7hMzeFFHIL78e2MG0FdJEbXqM9jUnNWPbZv1xwvbXemntU9VL8+jLQE7/uB87NWO983LZY+zxE5MPAhwHS2dIau7d9NIqJdb7TsSsNaF983kdp+EjdJzVSJxwZJXWlm9r+4tZ0TsG+MsZyQ3WmWiX7+iBhRxGrHhC0ZKLZjNI2QSYapFRbcGoh4cjGPigvGCGjSnDpMu6Vq3T0dBHs78YercLwKFquRHVi4lXFErAc1PPo/pPnUD/alnqR9Q8snE1p21F7owGDDazBYdLAtEe/eO03WkmGq93SwvAP30q5f4aQCngtii5Sa8ZkFXUXsa1txUov7PARActe3BlkWXPiOD+78HrrftZSVRXZuDwwVf0o8FGAYmmgCfPLFkfCJFJlJzNlHVnlOrC4QEtgEM/HvlAhUEXOX0IGilsS9WJ5BrOM20AcB6u1BeoN5KVB1LJw29uiWYzqDdLpVJQ45Djo5CTqOFHM+eRkvAEBiU9ks4oMnwdu58I7VzZVZJCFMJsHula+/WUwjmJyK3NUtD1r0/1HTywp6uPvvYWxH6gwV96aOVl7rYJ+RUR6VfVS7FKZigO6AOydsd5A3HaBay6aqfavr3HfTYtTCTCpJHBopxIU09HFWq1di07Qa1EtYsAKDTI6gSlX0FoNgHB8AnfCo7w3i58XjBtNoRbkwNjgVqHldEi53ybIRkkzTlVxGortRYllflZolKKnO7cS7VwMOPVrry1fyQzWl8zcdPr7OPHhAzR6fXAUa+JgFF1ViixbrV07P626hV0XgrwBI+QvWKCx2Oai/aZHhM7nPFJfemrJ8Dm7p5tXfjZDunNyxcd7o4VxNdsbf5vDnr89SPjKG4uuYwXME/NmZ63q8zDwQeA/xP9/bkb7L4nIJ4kGRcdj0f8i8O9FZKpAwXuAX197t5sQBbvqEaZ3QFJKwsLElmU4PEr+eQet1yE00aN+EEQJYEYJ5lit9s2Hef3v56CvjmWHkYE7QwhqRpi4KYNbKmNZig8YI6ixMEYwno2dCbBtg4hSNXFHVDAmspTVgPFs2r9boPPJhRNNxE1x+oMH4JbJa26GwpwaLNn5KfpTziW/91rb1IOmfwjO7Mtx0zdzmLl1XmZSzGO37px68o4b0uhtwXll8XXs+s4rA7GSsMU/J7KuO0XkPFG0yn8APi0iPw+cAX48Xv3zRCGLx4nCFn8OQFVHROR/B56I1/vfpgZIdwtOLURtKymetQtQ3yM4f2HF6w++pRNn/+Khf5alpNtr89qwwsiqTAXzl0U9wbJniEo6YOKgS5dtL+gqENui3mVWEe29MjQbItkMLCXoOwwRxWt1lhTAzFAdY2TG79H8rCTK5ScXWfTuBdZV4BcX2c4fA3+8qt7tIFKDFWp7WzZ+w8tlLSZsGH7eWZMbIDti2LhI7rVjPB+nsvEnizgmCkNcivEyYb0Dx93ezMrV0GixWDjmJEJqPmoyYO2cqQmvL4fvVDp+YKLkEdeKwqdWm8Gps/+3PQOXr6IHNl7QM8NKvTNR9K1A13g1FF8Y5Opde/BaZ1tyYsCdsBYsTBVm43hp10DaILZipUIEpq3yuf5bE1rkrkgUCrgQJiQ9Kmz0vEuWa65VZFwME+64yUHqHUtfV9ZkBRNmsXeQSjZ3VxUk0NlTac38DRb7PWYIt10PsWs+VrmBlKvg2DQOdaEiSKjkLkxCEGIKaUwmelgN0zZqRYNVogphVA2RwCBhOD17kPgBBCHa8MAoudMTqNWKWlHNFj8nOI3oLPfyFkE2iqQwqZWVAbA8aD1Zp96Z+OU3G8uHwisj87MILRsr5SKZNFIooK0FglIWr9Wl0WpPTzhSOAfuq8wWbwXbC0mP+fPEzvJCrEaAujbGtTGuRZBPYXkGv2ijllBrF9QRGm2QHob21xqkXzyOFgrRRsJwOoxPjYIJyQzrxgu6KKZl952DfoEoomeRwV4tVzD1PZDeOU8dTS3o1mSNzN+9jKRir6BYSCZ9La04nZqup6HpFNiC1DykUkMrFUytHg1oqRICzp4ezv/oAerdikqUemt5HVjxFSAGOl/wyf7dq1hdHXh72xg/mJk17ZtJR5ELc1ELzJzQZTFMbxuJRNwKounO7DrkBhWURcsE5C+HOOM1dkT1v52MQufzdcLXT2B3RnVR6l1pGi0Wfl4I8hCmot93KvtQF7wZL9QozIiEvtYaV9+c127seRsXBa8El+9Lw32HZ6x7rcysU1O6vztObjBgJLBxnI1zE4ilhFl3102eEOY0Cs/UhY+Vej6EO+vpuKkFXXMZJt9/G07N4JYDgqxD7sWLaLmM+sHSo+4LUL1jL7Wea1eRCoRpnS5Na/mC5RmGf+QYk/sFk9L42lr7s+RiZW+DHHhtYDWE4hklyEGQm33yZIYDwnxSN3ezKZ43pJ47ReN77ubCfWn8os7Q1M3xIyz2hBbd2OfvM1wsz2lGMmJloJXCOej9S4uRm2xqNzVI5dZvr4so9c7Ukv7mKFtyZ4lfUDRY2cyiOqK1GvakDQuXeW9KmlrQ/aLF4N1TkyPG6bT37UdCcCvQ/zeXCd84uaJtSTrN+KHFx/+tAAa+XseZaDD+ztSW1EFWgTCjlPcKex5rMHEwhddy7aJwyh66RE2RhPXjVJX0iM+Fn72FepeiOyiiYS7GgYmDUN1j0/5KyMBXPM69t0hwa3ndkRphammxNtUqVsWedYNpdjS9dPSOmihPYCex456iwowS5JVat3L6J/Ygb7ptRZ/z33aMyoLFBiJyl8B9/FUG72vZ8tDDIKdceVN6OqFkCvF3XhzsTkKCKLv3wjtT1Hp012T5Blnl6l0WF99VpOe7Hi1fyeM31me71duXsb6Nrq2a1DYiKYNkl3BnmpDcpZ311LGjT+Egp1x8ezEqRLQEdqmVwXvSi16wEkLPd8bhxgNU+jahoyvALyqT+6xZcykGpcTdsmkotJwNabTLrswdUIFGSbn4dpcgI3R9MU1jeO1jMctZ6KjBqS29jjaZS8ZxQ0z70jV4+v7mAo3RZSJ8mogdLegAjXZFjx5acp3w5v3zQspm4lQFOX+FK29u3daLO8hG0RZTVPakZkf4JGwY+UsGy1f84s51sawEtaDaq5QHLA58TmlMrs1I8FuYrjIIYHd2zKomqEHA/r+u4tXjSLHApjGRJjxVwHqhSKOSwnm2QKOyeNGzRb/DOm8EQWAjLxaxXigSnM1jThYwoYVYSlBaWqzD85fY/3D0fXYCTe1DXwlqQa03x/TPYtlRnvSMUCSvNbXkeE12UDH792ybdT6FOkp2OIp8KQ9YeEXBuDv+ntt0SAitr05y/j2t6A6r1bFWvBZl7LDL/s/4nPuAg7uKUDxjhO4XguiasmzGfvo+5CevMniigyP/7MnpAl7y2PPsa7sXxCZ7voxcvIA4Nq/85n7ec+vLfCV1M4d/H86+r4DX55HK+fNi7RvlNO6gizshpMYgO2zIDEcTd48esanuDbHavBUlMBkjcCrPgS81KPcZSj9/js5MhZf/5BZavpFi+FaX1Olzi1autG+8gVd+uYP0oI110oEbmyF9bGl2vKCLglu+9pM4+wfQbBoZL2PGxjHVKl7L4ndXMdD2Wm1bfOdzUYkmx+j763PU/t5e7EZUDCphY8mMKOVDBfyW60PMp6j2Kukxm/avOYy/p7LygdKTefKPPo+6KYb/wT3c8Auv0Z6qciJdR+6+BX3yxWg9VdKfj6p7GCIr/pXfOMT33/c8tii37z1PfbiNg7/1AvaeHs7/2H5q90cDtkFgk3kuxw2fvkB47gKNd9/J6YcsvHMOrZ9/HXdykpwIVqGADOxh8uZ2ho/Ziw74qgrOCwX2/94LBHce5sA/fp32VBWAygB0feQJ+r4gBIvEoDv9fbzxvxZ48PDz+MbmK4/dxuqfLbaeHS/oKjB0LEPvdzIYz8fks2jGgVw7dLdh+SHlAZuZoWAzjQJ3UlDH2nbrfIp6FyBC3+fOgmPj9bct+5mE1ZEZDRm6zblurPMpVGD0JmHPd0PKLxfQY8tXRgx8h4FvBky8/xgXv0d5652v0OJGwe83tAzx1V9t44Z/2kNw+crsD1o2b/zLG/n++5/Fjo9zV6bMq4cOknk5IDh/gb4/GOWi3kl5v+Hg5zycb36XIAhw9g5Q+afjPNh9Dv8em2eGbqfjD78DqlGJ31cmyb0ChS/mOP0v70Rvnf89zOk8N/zBa4STk0zuT3MkFnOIBo2jA7Lw7293dfHyb/Xz4OEXAHCtMCqNrdL01RebWtBXGnVQ61bkhv1Yp87NDvOzBbUd2l7zcSccwkw0ANb+qoflGeyqjzM4zqUH+7fdOp/CuEr52B4yf/1dAMIbOre5R7sLy4dah02Qb+4Lc7NQGwbvduj5rs/ZnhypruqS69unMpz9cY/vP/oidywgZu88cJxXHriN7H+fLeh2e4nuO65Mi/nM/U9hqlV6P/IUVjpNODExbXJVbuvljs5odiHXCkn/yBWcRwYIzp2ftS1TrXLoTy7y8q92zyp+1hjKcvQPLkEmg3nbnVx93+yKk6Y1iFyzi9R6v/RjR3jwrqdntbllwRhBtiCceT00t4N2hWMhakP1QAtSLMACUzhlBmt0PjdJz+MT7PnOJKmrNdJnR+CJFwnbik1jnUNkRY0ddqZnTjfbNRHxbkVhcp/stByYDSVMK0N3uPR9lSXDGU1oYd1U5n23vjRPmKewRRm+Zf42Jt51mBtLV+d/YM5x10aDcGJiVtvoTS7ujIJYd3Rc5PL797IQwcnTHPqLkOBcnsZIlsZIlps+VsHrKzH2R2kG/uMJ3nvT7Bq5bs7HSi2ck2LlclTeMd9X7pYF+7X8gp9pJpraQl8pdl3IDNaR/NLhi0D0mGUL+AHiuAw+sP2+87k02hVrbx/h8VPb3ZVdh9ca5TJc73gtSmWPTfcX0gy+H9zU/KHBMLQ42L2CSZXn3hwtmwsPhtxuz66PbosyesRZspCFpNNM3N6Y1z7+zhrdH88sOLmH85WnOPzNNFY6Dek0NBqc+sMDvLvj4oL7uG//GS6+4xjul56ctyy88wj37j07r10fGGfgd1zO3wq5TANVoVxNk81c+46T41nUs0EUt+AR+jbGnyEuDQsJBC0EiKWoEQhmGGyyxBR1tmJZy4+n7XhBlxD2PlqBZ17B3Hx4+Q8AhIoZGUVuPdxU1vkUxoGJO7rJJ4K+oaidiPlMqn1KZgT2fC7F5Yfmi7ppLG/phCq0npgtNNGcoIsc57eMYZdaCcfGF1zsvf0Yb73pxLz2G3sHkZ4uzJlzC3wqtvQb0Y3AymQIz+VgkWjmFrfOt34CbnmsZd7TwYV35Tmcqs37zJv6zvLtB4/RV7qIFT+ttOVmr9earWPiRz/HMjRCmyC8dgyrDRfft0mlQkSURt3Fr854UvAttHptfcsT0iOR4IcZxTjRDFJLufF3vKBjweTBLKUXsytOk7fqHiYIGNzmuPOlGL/BprW/j6BmkproG0SQSeZ8nYkKjBwV+v/Wp+8zKS79CLPCAaVuk3WWnoXIFqWyx5o1A6sGAa3PpOHY/PXv6z3LibfeQvpvnpi/0LI59SM2N7vzrfD2dJWhzv5oOp1lMPU6N35smLP3trEvv/AE2O+57SW++ht3cvjfvTg9l6pdaiX9wMJPJFnbx+v1CY216GTO7pz2nGXAvXb8WjJzvtca5hWfumHwHxdevuNPbxWY3GdhdbYv6D9fCBmdQG65oSmt8ykaJeX0zx7ACg35y0no4noxDph0Yp3PRW249JY0hZOT5L872xnijlkEK7gDTh4JZyUdAYues2k74Py7nHnrA4jrkGpfeL7UvNOg3r0Cl2qMOX6GVy/2LLrcFuV7v/dZTvzmMax48g7J5+kuLB5r3t83gm+2VzIt0eknhAWXb2FfNg3jQFgqrGhdCQxmsszg/c1rnU/hF5Vz787g1JRcIurrIszsuGKAW0aYUc69t0TvN8bxrl4TTaciZOzl5wlVZ+U3ynKQonh64Rrk6nl4IwtnbtqiVHtW7lBQ38NcXT5lP33T+PTY29hb99Gbm1h03SOlq+Tc5p43takFXQLIDAuFs1A8E/21nIDO55TWN65NJpAeIZqIYiXbLNcQ11l2tpJmwTgwcotN+7OjpEcTC3O1iIHUuGLc5NgthdeqDD7Qwo1/VMacKNAYy5C/oOSc5csNOuP2PIEOMgtfX9986hZ6Pjp/MBIAVUovOYx5Cw+bVnpXd80uVVsmVOFvH7mTfb9SJRweAREufo8hu8QNzEKp+hs9Y+vG0tQ+9NTVGv0feRb1gyidH8COzGornaZ43xFq3S6tr02gCzzCzUMVhseQfH7eZBTNjF9Qrt7fTvej57jynr14pZ1xM9puLB86X6gzctPihdkSrlEZgIkbixz+7ZejKoSOwzM/PMDbBxYvUV0LXQa+OkcERRg9uvD6zoSF+ovfJHp+/7u83ngTd/3C87NCFwHqR2tYmYUjXRai7WWYeEdmOhFqJl969hi3/M7LBFODs6pkriwuh+UgxeNfvRWvI+TQ4csr2v92sOxpLiJ/LCKDIvLijLb/U0ReFZHnReSzIlKasezXReS4iLwmIu+d0f6+uO24iPzainqXTsHhfcgth5Cjh6O/W26Ao4cxN+wlNVyn9ZXJOM94eZGTRkg4PoG25DGreExsBiYORhN+9DxyBqeys/q+HVge9H5jDPdqlWoTj5U0EyowfEwYff8taHsrZniEff98km/++d088t07+NuzN9AIZ4veExf3kX38jVltwffczaH75of+ragPQUDP/3uS4xPzE+ruOXgWuWH/irfV9mdP8OrHbsGfM8XYYL3ATX9QnRdp0/eNBhP+wm6ac+UoY3v/ocEV7387WInd8t+A981pexQ4pqq3A68Dvw4gIkeBDwC3xp/5ryJii4gN/BfgQeAo8JPxukuiAppyZv85ViTec/9W8mXHy2BCgrbczosascAUMwQXLtL7pUs41YVFPZpLlR03Ye9Gk7tq0FdOcPXNbZimfg5tLtSORP3EB9q58I/uZPKuXgb+38vc9C9fYN+HzvLUn91OOYgebxuhQ/6/t8wSRkmnOfPzhkPFFcSvL9aHQo68O9+KrwYppDI/pHDR7QQBPV+9yJX67HCSU2PtWG/MD39Mv3SOC5WFZ+jozU3gt5qdn/qvqt8QkQNz2r404+1jwI/Grx8CPqmqDeCUiBwH7ouXHVfVkwAi8sl43ZfX1/1VEMeew/LVF5sRFfBb0zhE2XF7/jbFxXd3onY0605m1JC/2MC9MAL1BtpSICzl8NrSeC02ft4iyIBJSSRwO+z7r5bMSABHD1NeOMEwYRnUhnqncrnTxrq7h9TYHtreCOj7wmWe5xjZB69w+Xw7N3/2xVnzWtj9vdzcvz6XxOA793Bf/pl57RU/Rba2ckEHCHpacZldlmB8MkdXbb4bRifLDFc6oDR/O6VUDQoBw5UcXYXVTX25lWyE7fIPgU/Fr/uJBH6K83EbwLk57fcvtDER+TDwYYBMauPms7LqHmE1qlvhtTZ5eMsy2B3tEBq6n6pgTzSQC1cIxyeip4+pleJiSan4T5yonIAU8tBSwJTyeK0pvJKDl7cIctEkBmqzK8TenfC48tbWHedaa0aME4t7h43cu4f0CPCJLm5+aQydI7CNfe3sz7y+6LZ0GcWRdJrRd0Vie7bSxomvHeSu97xCKVVjvJYhW1s4rnz+hgTzjju58i/qvC0327USTqTQYP7gp/oB1eri9eLfefPr/N2Jw5yrpejvHFsyfHC7WJegi8hvAgHwpxvTHVDVjwIfBWjJ923YEZPRiWhQVIRGy85ULL9g41g29HRiciksL0QzDnqgD9vrRmoNdLKCVqtoo4EG15JENAii95UKXIn8gG78V5gp9sU8ppjDb8tEYl+w8PPzJ7BuZiSEemeGak/zXXA7GRVQV6n1QL1bGLupnexb30Tb6x6ZVy8RXLqC1Qjx1SJN5JJJ27OzT7W/jripRQdG/bcd4803nMA3Nmf++iD7/79P8Vj3nbzvvuc42nmFy3cfxv760wt+dgork2Hwg3fR/1OnaKnl+OK37uT73vLcdD2azGVn4bBJ34MLWTiy8Hazts8DB0/xxLl9nD7fSVtHmdZsvamEfc2CLiIfAn4QeLfq9NG5AMx8yB2I21iifdORwBCOjkWvHZcgL+xEJ7NxBLu1BZOdEzplS9SWdaG9AKqIH2LVfaRaR8tlTK2Oet7CJ/IssY/anPgvZ9nY7SWu/tCNNNp2hqhLCCM3O1sy0ff1igqEKaW8FyoDKay3HSB3eT8tp32e/OtjFM4rhQseQ79U5XD7EC9e7OX7bnidvs4xrFIr4dX5hbusTIZTPwM3uXW+8Mxt3PLRFwkbDfb9taFxj0OLW+eJ709z4OtL9+38P72b+/6H53GskLN/dYibP32Cb/3XQ7xjb1RSILPEuGbvtw3+O+x5ETZTtLh13n3o9ahG+pPH0JdtJo4YtORjp0LSGZ+065NyQtJ2lOK/lYK/JkEXkfcBvwq8U1Vn1t98GPgzEfkdoI/oXvddoof4IyJykEjIPwD81Ho6vqr+lmuYuM6DZNIEO2eKwGnEQOF0Gbo7Fsyym72yTA8i05IFLSGhYnlBZMVXa2i5gqnVFy0hOo0JCYeG6frGZS6+vxezWBiuRmGCasfp9Vup/fH1IiZ67VY0Ce3cQlSiCo6T+6G8z8Wug3HBrof0/nuHitXLkcEJHvnlOyiesMmNLRyHLsUifXtGGfOyHP6EP11nJf/sOU5MdHK07fLydpgIxgbHCnlppJf+z5whuHwF79VD0yZlo2Pxjxe/eZJXRnu4fZHCXlO4VoimQ3r+4Cm6jWKlXCQTFQeTfA6Ty+B3thKmLSpdDkFWqHcIYRq8ksHkQiQbks76uG5APu1hiZKKywes9SawrKCLyJ8D7wI6ReQ88FtEUS1p4FGJxOUxVf1HqvqSiHyaaLAzAH5RVcN4O78EfBGwgT9W1ZfW1OO1kE5dKwgUhtgN8NdQR2E7cSqCfWWMsKe04HK1BDGLnAQiqCOok4JcCjqKoIrlh0jNi6z4SgVTqUW+xQWs+PDEadpf7WDoWGqeWIuB1pMBhW+dQNJpNJ9FsynCQhq/6BJkLYKs4GcF44I60cDsgsKv8QQkBqyQ6EbkR1a3U1dsX3FqBqthcGohlhdiVRpR9cxqPXrSCALq//BmgrXPiZywRlSiCSQmDkU1lpyKkL+gtBnl5v/1JOHwCLqIEREOj5D9t/1cyreTfvz5ae0Orlxl4rP38YW7urjx4WWmgVNl/0de4tHe2ykdGKOlHEXbpMZnnGh3TODsWWBSDkAnJxmtdEMs+o9f3kf5uQ5yl4XKgPLO77kWH9/yQmrarWnqIcyJj7fjv3kpLyKI4yKug+SySDqNaWtBXZtGd5YgZ1Nvs/DzgtcCfqsSZgxaDLDTIbnc/GqUU6wkyuUnF2j+2BLr/zvg3y3Q/nng88vtbzMwWRcODuCMthJeukLPEzXOvjezo5JNiucMmk0vaJ2rJbz+CxlSrQ3cZwp0vBiQGaojwRLlAmZa8a050LZrVny1jlZqkcjXG5EVr0r6my+T676darc1LcRioOMlj9RXnyUMZvtLhWuDsrNO4pSL5PNoLoPm0gTFNHYjRGo+0vCipwjfh0YD9QPU80ENGobzbjYKzJUHcVNYK58yM2GTUImS4sZugvEbCziVI7ScNpRenkBfOj7fj25CrG8+S4o5hrgJ6frId+h2nFnjQosRjo1zy2+f4+xPHwCJ/CuZISVUwRbl7ftO8PSDd9L+/8wXdCnk6ShETocvPH+Mo791ieB8NMhr5fN8fd8Rvv/Iq0z4GXqeWGO0iyrqe9H3jwM1uBA9EUxdL7Oq1oiAWFENd9fFaimymDV8/UTo2kLY2YIUcqROXiF3+QD1zihm2/bAroFfgCCnTVfjRRQK5z1MYWGTU4xy6FOG4aMFJu5pcOjBC0x6ac683EvnM0LrqTp2ZZkaFHOt+M6W+Vb8ZJn2R0/S1tOO356j0eaSu1SD7760qNU1zayTGJgRu2wRXcArfsiMT/D5+zALPl0kbD9T4j58TBg52sretmPYX1t6cHPeNlYg5lMEFy7S939cnL7Zd3/mVR4r3kVlwOCWLQ59/cLCk0OrMlLJ8YWzt3H0X58juHQtBFODAMuOjKTXRrrpeuXsPGNiU1AFDaefAqaqQy6EaBNfAC35Pn3g1v9p4zesiro2zuAEOj6BVqrRj5XLQW831UNtDN7jEuSa49g4FWHfI+PL+85jTNqhPJBh6E6hdPsQA8UxXr68B/vZIh0vBWSvLGO9L4YqEirS8JFa5OZYEHfhanqLbnaV62NbUYLZHKQREL4R1ZAf/J/vp9LfHL9fwnzSI8LAH7ywpDhtF07vHrRSnVcrHRG8997Lxbc6dL6gFD792MIb2AK+rH/5lKreO7f9+rHQZyISVV0sZrGqNULPjwb/JiZgYoL0a9Cev5/Bu9fuk5EZJqeEUVF6CSJfsBiw69E6blkRA25Vo0l8b7YI55R5zV5dnTBZjYCWE2VaTgCfyTDWtp/s4RRjd3vs//6L+MbmxKt9tD9tUTrRwKks7Def/6WmrPg05BeP190uNOXg9PYQXLyE3UjEvJnx2hT/3iOzrHRxHNTotj9pzbTKZ6FK6pEnOPDI1vZnNexKQTeujcnYOJNLV4pT1ybs78RuLaLnL2Eq13xiLS8MM3R714Jp41YA7qRg16OIChTSkyYauKsZnEqAhAZnvB5ZtRMVCEPU89B6PKARhtfCBacQofX2mxm6u4Ta4OejG0HpRGN1FuysL6mkRur0fLdO+6tp/LCHancK93YL89AIB3vO850LB+j8wxyZq6vLwmtGTGcrVhyimtC8qMCVezIMPFmMrHQRrBsOoK4TVU71AzAGCUJoeKgx4PnXrpu4YJ+GsdOjiT0NW8muFPQw53D65wxdXyhQem2ZUXERTDGDHNmPMzROcPEymBBz+hzp4W5qc5JT7Lpw4OExePUkJrbsF+3HYgseuJ2L/yrA/lqJvi9cJjxxJrJKxEJfPUnncQdJpZBcFlJuVOt9hfVqFsOkHa78Up2B0hgX3+ij9ILN6IVWTPcFKqNZehq7o966ujZWXw/24oEACU3CLCtdLExLlrPvK2LXITWhpMeU1ER4LZrJN2Ci81RCjcZ4gtiaD0IkvgnQ8NDQgD/1vx/9v8jA+m5iVwq6O96g7zN5Kh8aZexTbcuLOqCORbinDbslD+cvE05M0PGKx4Vud7ruiyh0PR9gnntl9SeFZSO2jbgO1rkhnK8cwH3wKgd+5iJfeuM2Wr6RpePFGnbFRy1WVg54NbtvBPT9Xy7j+/cib1b2/9gJ/qeuF3n4yh2kLrqYBSYJ3qmY1h1YfO06ZKaVrrUaxrWoDfgcODRIT26S9lSVvN2gEqYZ87KcnWzj8kgLZjSNO2aRuSpkRhS3YkhNhtNPxlNiH+1EwcTzJUzdAIy5dgMITZRwF4YQxBFVxkRPAU3g/lktu3pQtLIvT+VDY6RWKOrThIo9OomOjOHdc5ih2zJYnpIdUVofeXn+YIllI5ZE9VJSKUi5iOtCykVTLjh2NN+pZUVCbRH5oy2hsjfH5TcLdz/wBm2pKl969hgDj1jkz25uASC1hKCQYvxgipG7DKWXLLqfaL4BqrXS6MgwdFsKr013XCG26wlR2PvlBs7fPY/ceiS6TkQwroW6Fn7eodFq4xeEervQ6FCCTp9ca429bWPszY+RdxrYGMb8HFfqRQYrBYaGiliDaVITQnoEMqOG1ESUu2DXAiQwC+dtTN0ATCTkEkTijzHXbgAND4LgmvsnDKPXRpdP1NsgFhsU3dWCDusQdUDqAXJpEJ2qzGbbUQy160I6FUVnuA5q22ALalnTYr1awozD6E1ZRt7ukX0tzd5HF58KK2FlSD1g+N42xg8nk0M3M+kRYe+fHMf0da3KtaiWYFI2Jm1HyTglm0ZblIxT7zJIR4P2UoX+4jh9uXGylkeIxYiX4/REB8PlHNXRLO5Vl/SwkJqIqpamJg2pkfriiXrTHYjEH+IbQKjR/370pIAfJblpEM52/6hem7Rnjfp73Qo6rE/Up+7S6xHrjcSkHSxvd/sBNwoJDHLmEtU3H+bKfS5hKjlmzYgo9H4zIDNY3fjrSwS1BZO28XMOQc6iXrJotAmNdsVvD8l1VegoVBkojNGdmSQwNt/+2N10P7nBT6wz3T8mdg1N3QCMRoO+U4ESXiz8ngdGY9//tRvA9RO2KPMnoM2frcB/K63Kpz5ze+o2R6aRSdlc/pcNfN8h9e2WKENztJGI+yKoYyEdJdKPPE1X6h6uvMlO3C9NiApcvdOl75spKv1pnLrBnQix60E0ELqe81sVCRQ7MNPJdYUzc1cS1Cow5LQwGFv7naPVeZtaNyJggyJEM5ROsUAI8NR3jm8AYkzk/glj18+JhXexawQ9KKY4+fddNG04/Cc+dj0a5FNLCIop/JwwerGVH/2Vx3nyN+4lPbTzQvQsL6T4Z61cfgvc8vffYN8/GOWRE7eQeqyFzhcTcV8I05rDbmul+Mwlrt65N7HSm5SgoIzcksH94avc3XMagMv1Fk6PtzM41IJ9MU32qpAZUrIjIW45wKqH16Jc1okYRbwomsZphqGkqSeVmTeAmUVhFhH0He9yUUu4eneBAz91nGdeOogEQuu+cbzH26keadDXO4oAg6NFOJOj5Q1of7mK5W/N4MVmYdIOEwcyDN4Hd999nIHcGI+cuIXsN4p0vFRfNgb/esKq+eipc1z+uTuT7NEmJj0m9H6rSpC18UoOtQ6LWqdQ7zY43TX6Osa5oWWI9lSFhnG4WGvl1Fg7I5daSV11yFwVskOGzGgs+LVgeT/4DuXRJ/7N7nS5DN9e4Ff+xac577UzejhHygqp+Ck++NOf5w8+/X6cv+okPdLgkBcCzXDr3RisRkDptTKl12Di0wM8duAw3gPKfT/9IgXH44uv3kLLd7J0vJKIu8m62O1ttL/SoNq386YfvF4wNkhoSI0FpMYaFE7PXq5WkbOpEifzDl6rQ61DqHUJ0h0iR8r0vnmE/YURWpw6lTDN6XI7Z0baqF7Nkx60Zwm+U/axvHDXCf6Ot9CNa+O1xc8iCu6kj90IGbqzgP8DY7R/JE96eP78gbuVMOsydiTD0P0Bb7/9NQqOxyOvHKX0nTTtrzauW3GXwGCNVzj1D/oJskuf85YvpCaiMg1uJVrXKwp+Cxg3CYPcLNxJYeBr5VXVGTrzAy3IbRPURrJIw0JdRTIhWrdxWxv0d46xtzBKT3qSVqfG5UYractnzM9xttLGueES3mCO9KBN9qqSHTKkx+OYdr95BX9HWugrqfFu+SGZwfn+8M5nJqkOFrEbuydhZiXYNZ+O5306nodL2RsYO5xB7w859rMvUXA8vvDMbXQ+5lB6o45dW6YC4y5CHQtNueQuRbW6l6L0hqH0qadnpZZLKoXd2YG/v4vy3iyVPRZeK5h0IvAbRa0/5MwvK/7FArmLFvmLhuzVAHfSX3RwNH9Rue3BM3z7lWM4teiHUMuh3h0SjGQ4M7KH0+kucm01vBMt7P98gyAfhTjWuizCPYr2eOTeNMr+1lH2ZCdJWQHjfpbTk+1cGCoRDGbJDFrkrsRhjeMBTnUDBmw3gaa20FtzfXr/sU2otngdEmZdRm7JMPq2Bu+75WXKQYq/e/4mOh+/jsRdlXp3jktvcxYVYVE48Lky1osnsFpb0GIe8Xy0XIlmeWpEA8/iprA72gj3dlPen6PSY9Noj2buSWLe14hET0X+gMe+vmFuKl2hYDe4UC/x8tUeyudayJ+zyV8wZIfDSOi9kKE7Cvg/OEbbRwsLGncr27dgHAuTsfELDrUOm1q3UOs2aE+Dro5J9rWM0p0u41ghQ40CpyfauTTUilxJk71kkRlWsqNhFKFTCzZswHYhFrPQE0G/DgmKKUZuTjP25kjca6HL15+7mc7HHNper2Ht4qcatYTxG/NM7rMI8rOtayuA3CWijNlQ5ye5zJwApFydNQGIOA5WqRUd6KG6t8Bkvx1NOZZNBH6l2A1h4Ks17JofJQ1lHRoll0qPTXWPUN/rs2dghJvbBik6dcb8LK8M72HofAnJhFhXUwx8LSA17m98rkacvRpmnGjAts2i1h0N2EpPnT3tE+wrjtKbGSfEuhahM9iKcylFdlDIDOu1Adt1Rugkgp6wINPi/kCDHzr2POerJZ5++jDd34WW0/VdKe721XG0XME/up+rd2ZpdEBqHNpe98kM1ld+kYXRZNxSb8BkZMFroxElhlg2dmsL9HVTPdDCxF6Hemcs8ImLZkFmCvqiiBCmbfxWl0q3Q2VAqO2LhP6G1mHaUxVGvDyvjXQzdKGVzAWX/AUlfyUkNR6HM2+G5sWCHxRcvBabWrtFrUuo94RRhE77BDe0DFFyq/hqc7newvGRTkYvt5AajCN0hg3pMUNq0sdqhEuOJSSCnrAsXinN8G1p6g+UefDwy7tW3CUwWEPjaD6LKWYIiqnp+h7rQmOBr3lIuYpWqphq9ZrAt5cwB3qZPFRgciDywauTCPwUKxL0xZCoDIDX4lLrcij3C9V9Ae0DY9zaeZmuVJkxP8erY91cPN9O5myK/EUlNxSSHvU3PcRRLcGkHYK8Ewl+h0QWfk9AtrvKoc5h+nNjFOwGE0GWC9VWzo62UbmSJ3PFIXMVMiOGzEhAatzjy9/514mgJ6wQEby2NMNHU9TffE3cn338MD2PK/nz9R0fx78lxGUjpOYhU3O0xhNxSyqFvaebxqEuxg6lqXVL5AK6jt0zTk3o/1p1OilwQ5gj9NU9QmUgJL93klu6rrA3O0o5TPP6eDdnLnbgnk1TOA/5K1sj9FOoY02XJ2iUbOodFrVupdETUNozyf7SKH25cRwJ+cJX7uXkr/7K2gRdRP4Y+EFgUFWPzVn2K8B/BLpUdUhEBPhd4P1EM0d+SFWfjtf9IPC/xB/9t6r68eW+ZCLoTUAs7kO3pbDfMcL37X2N50f7OfnEXrqfMom4r4apKfym5mgtVyIL3g+wC3l0Xx/lI61MDkQDrCZ1/VjvotByHDpeLG9N5EjsIvGLLrVOh0q/RWVvSKa3wo1dVxnIjdEwDqfL7Zy63Il1NkP+nFC4HAm9XfG3LqRxasA2bRPkbey64etf/vU1C/o7gDLwiZmCLiJ7gT8CbgbuiQX9/cA/IRL0+4HfVdX7RaQdeBK4l2hitqfiz4wute9E0JsLtYRGZ4ard7ikHojE/YWxPk58dx89TxgKZ6tNF8bV7EhgEC+ILfhq5IdXxW5vwz/Yw/gNOSp9kfW+0OxZu4X0qND7rUo0mLnNGNcmyDvUO1wqfRblvYb0vjI3d19hX36UWuhyerKDE5e7sM5myF0U8pdDMsMBTtVfv+tuBaw5Dl1VvyEiBxZY9J+AXwU+N6PtISLhV+AxESmJSC/wLuBRVR0BEJFHgfcBf77aL5KwfYhRMoM19j5aQ7/i8kTnvVy9w6XwwAiF+ybx/90e3PFkqqDVoI6FOinIpaCrNYqkafgwXsb67kuUvh3Qns8jfT1UD3cwccC5Fj2zS6x32xM6XvSbQswhym1JjYWkxhrRvLwxZbeP5/P7aLQ5VPbYyIDCgSoDbx7kUGEIgNOVDl691I2ezZM/L+QvhWRGAuxqsCVPsmu654vIQ8AFVX1OZpe77AfOzXh/Pm5brH2hbX8Y+DBAxm1ZS/cStoCZ4s6XXYJ8D27l+sxC3VBsweRSkGtH2lqwro4QXh2GN06SfuMkXTMGVyduKDB6k0WY2ZlPRaIQZpTUuGD5BuPaTe2+myn0xVPX2n2ni5dyfdQ7IqHXfsX01+m6Z4hDxSGyts/5aolXBnuony2SPz+VNOXjljfWol+1oItIDvgN4D0b1osZqOpHgY9C5HLZjH0kbDCqOOVEzDcazTjoQBd2eytcHiIcGwMTEg4Nw9AwxSch8333cOFdqR0zmCoKdlXIX1RaTze49ECG7/2xJyh8oMHxShcvXu7FP1GkeBoKl2J/dXWTQg03CAkM7kQDd2K20KtV4kSui0a7S6XHIhgA9tXpuT0SelcMn3/pGEd+f+NEfS0W+g3AQWDKOh8AnhaR+4ALwN4Z6w7EbReI3C4z27++hn0nJFxfiGDyaTjUhz1eQi9ewVSv1epO/d2LFA/cvWw5g+1EDDjVqPRtfjAkc9XDqkehiXu/7PPyY7dR63Qp99k0Dhpabh7ljndeoDc9zkSQ5cmre7lypp3CSYfCBUPuio9T2Rpf9XoQExk6TtkjfxZ4ImpXq8TJbCeNkku/LUiwcW7KVQu6qr4AdE+9F5HTwL3xoOjDwC+JyCeJBkXHVfWSiHwR+Pci0hZ/7D3Ar6+79wkJ1wsimFIeKRzAGZ0kvDwYJTE1GvT8zSlqHzqEX9xcK1YUmLMLmaupKlhxGLkVQOZqlNSTHmnM9pFPuWpVcSY9ipNeZN1+CxCXC6kbONXqUu5zmNwP9qE6e99/nttKFzEqvDKxh1fO78E5k6F4EgqXA1Jjm5AhugmIUeyKT66y8eU2lhV0EflzIuu6U0TOA7+lqh9bZPXPE0W4HCcKW/w5AFUdEZH/nel7FP/b1ABpQkLCylHHIuxqRVrz2IOjhEPDBJcu0/+NPZx5XxZdx+RaVgBtryhu1WD5Smr8muCogN2IJks2KQeTsQlTFpav0ZRq0ysyLdxidG1WtCpWIyAzGJAZhM5no+bQ6eSJQi+1LpfyXgvdH9J+9yC3f/9FulJlztbaePFqL+Mn2iicsSieD8kMb3GI4TaTJBYlNB31rizn3mPT/rzs+toy68WqenBlCDNRZuzH72b0qKwp+sUKoO8bHu5Xn0VsG8mkkXQKyWbRTApSbhyRY237vLqzECHMODQ6XMp7bCYPgX2gzJ39F9ifGyEwFk8N7+PM+U6yJ1MUzin5yz7uhN/UA7DLsSPL5yZcn9iewbQqb/rHLzJYL/Dsdw/T85hSOFdrer/pVmNyKTjQizVZp+NbF6n0DtBoX52RNiXmqa8/h93Thelui8S7mYR7MVSxaz658z6589D9ZNQ84u7lSsshKntcygMChzy633GRezrO4liGM9V2nrvYT3CqQPEk5K8YMkPe5tV62SISQU9oOtzxBjf9V3it5VaG7kiTfccYb/meV/jO4EGGH9tDzxOrLKK12xHBtGQhzNDxss/lB5wVJyGJgT2PBaS//QpycB9hS7a5LPA1Yvkh6eGQ9HCd9peiNrWKPJe/k3qHy+SAjbff0HrzCMfefol92VFG/DzPDPVz5WQnubM2xbOG3ODOGICdInG5JDQ/ItS7M1x5k0vHA5e5v+s0Xzp7M9bfluh8oZEkM81EhOFjBcr7ZdnZlcRA1zOGlm+eQnva0dR1aN9N1XppdSn3OkwehOBAnVsGLnNLy2UsUV4Y6+P1iz3YpzJROOXFTSrRuwqSaosJuwJ1LMp7s1y5X7j7gTfoTFd45KVb6fjbFKU3ahtb2GmnIkKQd/FaHfy8hVcUGiUhyF2r7igGOp8zlJ66Qtian1/7/TpHHYsg71LtcSkPWJQPBOw5OMw9nedpcWpcarTy9OUBsn/RSum18pb3L/GhJ+wKJDAUT1UonoKxz+7l1I1Z9C0Bb/rHzzDUyPPUk0fY823In6vt6EGvdaHX4p9Rxar5yOgEpFP4/e2UBzKIUVpeGydsL2x3b5sSCQzueIPW8Qatr0815ngtczQagO21qe2DgtdcrphE0BN2LFYjoOOFSTpegNeLR7l6e4bU2yZ54F+9xLOjA5z75kDib5e4lEC6A2uyiv3sG5SO59HezuvTxbIe5g7APrH8R7aa5BdN2BU4kx693/Lg28JTXfcweI9L19succ/fO8Oj526Cv2uj87kGqbHr1N9uR4lJFA9EZQJ2wcBnwnwSQU/YXWhUNGzfF2roo0Ue2/smam+yuO2hNxj4yTH++qXbaP9mmrZXr5OJseeS+Mp3Nc0t6EaRZJBrTWjavu6tsJn+9vLn+nn8hsPo2wPe84+/xbCf5/H/313s+fbEdndz1yN+GE26nbDpNHWUi4hcBSrA0Hb3ZQadJP1ZiqQ/y9NsfUr6szTN1h+A/araNbexqQUdQESeXCg8Z7tI+rM0SX+Wp9n6lPRnaZqtP0uxQ6ooJyQkJCQsRyLoCQkJCbuEnSDoH93uDswh6c/SJP1ZnmbrU9KfpWm2/ixK0/vQExISEhJWxk6w0BMSEhISVkAi6AkJCQm7hKYVdBF5n4i8JiLHReTXtmife0XkayLysoi8JCL/LG7/NyJyQUSejf/eP+Mzvx738TURee8m9Om0iLwQ7/fJuK1dRB4VkTfi/9vidhGR34v787yI3L0J/blpxnF4VkQmROSfb+UxEpE/FpFBEXlxRtuqj4mIfDBe/w0R+eAG9+f/FJFX431+VkRKcfsBEanNOE6/P+Mz98S/9fG4z2vKDFukP6v+fTbyGlykT5+a0Z/TIvJs3L4Vx2ixa33bzqMNQVWb7g+wgRPAISAFPAcc3YL99gJ3x6+LwOvAUeDfAP+fBdY/GvctDRyM+2xvcJ9OA51z2v4P4Nfi178G/Hb8+v3AFwABHgAe34Lf6TKwfyuPEfAO4G7gxbUeE6AdOBn/3xa/btvA/rwHcOLXvz2jPwdmrjdnO9+N+yhxnx/cwP6s6vfZ6GtwoT7NWf5/Af96C4/RYtf6tp1HG/HXrBb6fcBxVT2pqh7wSeChzd6pql5S1afj15PAK0D/Eh95CPikqjZU9RTR5Nj3bXY/4/1+PH79ceCHZ7R/QiMeA0oi0ruJ/Xg3cEJVzyyxzoYfI1X9BjB3kvHVHpP3Ao+q6oiqjgKPAu/bqP6o6pdUdapuxWPAwFLbiPvUoqqPaaQUn5jxHdbdnyVY7PfZ0GtwqT7FVvaPA3++1DY2+Bgtdq1v23m0ETSroPcD52a8P8/SwrrhiMgB4C7g8bjpl+JHrT+eegxja/qpwJdE5CkR+XDc1qOql+LXl4GeLezPTD7A7Itwu44RrP6YbOWx+odE1t0UB0XkGRH5WxF5+4x+nt/k/qzm99nK4/N24IqqvjGjbcuO0ZxrvZnPo2VpVkHfVkSkAPwV8M9VdQL4CHADcCdwiejxcKt4m6reDTwI/KKIvGPmwthS2fLYUxFJAT8E/EXctJ3HaBbbdUwWQkR+EwiAP42bLgH7VPUu4JeBPxORli3oStP8Pgvwk8w2DLbsGC1wrU/TTOfRSmlWQb8A7J3xfiBu23RExCX6gf9UVT8DoKpXVDVUVQP8IddcBpveT1W9EP8/CHw23veVKVdK/P/gVvVnBg8CT6vqlbh/23aMYlZ7TDa9XyLyIeAHgZ+OxYHYtTEcv36KyE99Y7zvmW6ZDe3PGn6fLfndRMQB/gfgUzP6uiXHaKFrnSY8j1ZDswr6E8ARETkYW4IfAB7e7J3GvryPAa+o6u/MaJ/ph/77wNRI/cPAB0QkLSIHgSNEgzYb1Z+8iBSnXhMNtL0Y73dqNP2DwOdm9Odn4xH5B4DxGY+PG80sq2q7jtEMVntMvgi8R0TaYvfDe+K2DUFE3gf8KvBDqlqd0d4lInb8+hDR8TgZ92lCRB6Iz8OfnfEdNqI/q/19tuoa/D7gVVWddqVsxTFa7Fqnyc6jVbNdo7HL/RGNKr9OdHf+zS3a59uIHrGeB56N/94P/AnwQtz+MNA74zO/GffxNdY44r5Efw4RRRc8B7w0dRyADuArwBvAl4H2uF2A/xL35wXg3k06TnlgGGid0bZlx4joRnIJ8Il8lj+/lmNC5Ns+Hv/93Ab35ziRb3XqPPr9eN0fiX/LZ4Gngb83Yzv3EgntCeA/E2dyb1B/Vv37bOQ1uFCf4vb/BvyjOetuxTFa7FrftvNoI/6S1P+EhISEXUKzulwSEhISElZJIugJCQkJu4RE0BMSEhJ2CYmgJyQkJOwSEkFPSEhI2CUkgp6QkJCwS0gEPSEhIWGX8P8HLcCKZNva34sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(mask_img[:,:,0])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
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